O VALOR DO BIG DATA PARA COMPETITIVIDADE COM VBR E CAPACIDADES DINÂMICAS: UMA DISCUSSÃO TEÓRICA
Resumen
RESUMO
Esse artigo discute teoricamente o valor do Big Data para aquisição de vantagens competitivas em contrapartida com a Visão Baseada em Recursos e a Teoria das Capacidades Dinâmicas. A conclusão da dialética apresentada nesta discussão propõe que apenas os recursos e as capacidades de Big Data não são suficientes para obtenção de vantagens competitivas ou ganhos de desempenhos. Sendo assim, outras capacidades e recursos são necessários para ativação do valor do Big Data.
Palavra-Chave: Big Data; Competitividade; Visão Baseada em Recursos; Teoria das Capacidades Dinâmicas
ABSTRACT
This article theoretically discusses the value of Big Data for the acquisition of competitive advantages in contrast with the Resource-Based View and the Theory of Dynamic Capabilities. The conclusion of the dialectic presented in this discussion proposes that Big Data resources and capabilities alone are not enough to obtain competitive advantages or performance gains. As such, other capabilities and resources are needed to unlock the value of Big Data.
Keyword: Big Data; Competitiveness; Resource-Based View; Theory of Dynamic Capabilities
Palabras clave
Texto completo:
PDF (Português (Brasil))Referencias
AGARWAL, Ritu; DHAR, Vasant. Big Data, data science, and analytics: The opportunity and challenge for IS research. Information systems research, v. 25, n. 3, p. 443-448, 2014.
ALLEN, Richard S., HELMS, Marilyn M. Linking strategic practices and organizational performance to Porter's generic strategies. Business Process Management Journal, 2006.
AMBROSINI, Véronique; BOWMAN, Cliff. What are dynamic capabilities and are they a useful construct in strategic management?. International journal of management reviews, v. 11, n. 1, p. 29-49, 2009.
ANWAR, Muhammad; KHAN, Sher Zaman; SHAH, Syed Zulfiqar Ali. Big Data capabilities and firm’s performance: a mediating role of competitive advantage. Journal of Information & Knowledge Management, v. 17, n. 04, p. 1850045, 2018.
AJITABH, Ambastha; MOMAYA, Kirankumar. Competitiveness of firms: review of theory, frameworks and models. Singapore management review, v. 26, n. 1, p. 45-61, 2004.
ARUNKUMAR, P. M.; KANNIMUTHU, S. Mining Big Data streams using business analytics tools: a bird's eye view on MOA and SAMOA. International Journal of Business Intelligence and Data Mining, v. 17, n. 2, p. 226-236, 2020.
ASSUNÇÃO, M. D.; CALHEIROS, R. N.; BIANCHI, S.; NETTO, M. A.; BUYYA, R. Big Data computing and clouds: Trends and future directions. Journal of parallel and distributed computing, v. 79, p. 3-15, 2015.
BAL, Hasan Çebi; ERKAN, Çisil. Industry 4.0 and competitiveness. Procedia computer science, v. 158, p. 625-631, 2019.
BAMEL, Nisha; BAMEL, Umesh. Big data analytics based enablers of supply chain capabilities and firm competitiveness: a fuzzy-TISM approach. Journal of Enterprise Information Management, 2020.
BARNEY, Jay. Firm resources and sustained competitive advantage. Journal of management, v. 17, n. 1, p. 99-120, 1991.
BARNEY, Jay B. Is the resource-based “view” a useful perspective for strategic management research? Yes. Academy of management review, v. 26, n. 1, p. 41-56, 2001.
BARNEY, Jay B. Resource-based theories of competitive advantage: A ten-year retrospective on the resource-based view. Journal of management, v. 27, n. 6, p. 643-650, 2001(b).
BARTOSIK-PURGAT, Małgorzata; RATAJCZAK-MROŻEK, Milena. Big Data analysis as a source of companies’ competitive advantage: A review. Entrepreneurial Business and Economics Review, v. 6, n. 4, p. 197, 2018.
BHAWSAR, Pragya; CHATTOPADHYAY, Utpal. Competitiveness: Review, reflections and directions. Global Business Review, v. 16, n. 4, p. 665-679, 2015.
BEHL, Abhishek. Antecedents to firm performance and competitiveness using the lens of Big Data Analytics: a cross-cultural study. Management Decision, 2020.
BOGDAN, Mihai; BORZA, A. Big Data Analytics and organizational performance: a Meta-analysis study. Management and Economics Review, v. 4, n. 2, p. 1-13, 2019.
BONCELLA, Robert J. Competitive intelligence and the web. Communications of the Association for Information Systems, v. 12, n. 1, p. 21, 2003.
BOROZAN, Dula; STROSSMAYER, S. Regional competitiveness: Some conceptual issues and policy implications. Interdisciplinary Management Research, v. 4, n. 1, p. 50-63, 2008.
BRINKHUES, Rafael; MAÇADA, Antonio Carlos; CASALINHO, Gilmar. Information management capabilities: Antecedents and consequences. 2014.
BROCK, Vitor; KHAN, Habib Ullah. Big Data Analytics: does organizational factor matters impact technology acceptance?. Journal of Big Data, v. 4, n. 1, p. 1-28, 2017.
CASAROTTO, E. L.; MALAFAIA, G. C.; MARTÍNEZ, M. P.; BINOTTO, E. Interpreting, analyzing and distributing information: a Big Data framework for competitive intelligence. Embrapa Gado de Corte-Artigo em periódico indexado (ALICE), 2021.
CHARLES, Vincent; GHERMAN, Tatiana. Achieving competitive advantage through Big Data. Strategic implications. Middle-East Journal of Scientific Research, v. 16, n. 8, p. 1069-1074, 2013.
CHIKÁN, Attila. National and firm competitiveness: a general research model. Competitiveness Review: An International Business Journal, 2008.
CHONG, Dazhi; SHI, Hui. Big Data Analytics: a literature review. Journal of Management Analytics, v. 2, n. 3, p. 175-201, 2015.
CHURSIN, Alexander; MAKAROV, Yury. Quantitative Evaluation of the Product Competitiveness. In: Management of Competitiveness. Springer, Cham, 2015. p. 133-192.
DAVENPORT, Thomas H.; DYCHÉ, Jill. Big Data in big companies. International Institute for Analytics, v. 3, n. 1-31, 2013.
DAVILLA, Marixenia. Is Big Data a different kind of animal? The treatment of Big Data under the EU competition rules. Journal of European Competition Law & Practice, v. 8, n. 6, p. 370-381, 2017.
DEL VECCHIO, P.; DI MININ, A.; PETRUZZELLI, A. M.; PANNIELLO, U.; PIRRI, S. Big Data for open innovation in SMEs and large corporations: Trends, opportunities, and challenges. Creativity and Innovation Management, v. 27, n. 1, p. 6-22, 2018.
DAHIYA, R.; LE, S.; RING, J., K.; WATSON, K. Big Data Analytics and competitive advantage: the strategic role of firm-specific knowledge. Journal of Strategy and Management, 2021.
DIEBOLD, F. X.. On the Origin(s) and Development of the Term “Big Data”. SSRN Electronic Journal. PIER Working Paper No. 12-037. 2012 Available at SSRN: https://ssrn.com/abstract=2152421 or http://dx.doi.org/10.2139/ssrn.2152421
DVOULETÝ, Ondřej; BLAŽKOVÁ, Ivana. Determinants of competitiveness of the Czech SMEs: findings from the global competitiveness project. Competitiveness Review: An International Business Journal, 2020.
EISENHARDT, Kathleen M.; MARTIN, Jeffrey A. Dynamic capabilities: what are they?. Strategic management journal, v. 21, n. 10‐11, p. 1105-1121, 2000.
ERKAN, Birol et al. Comparative Analysis of the Competitiveness in the Export of Science-Based Goods Regarding Turkey and the EU+ 13 Countries. International Journal of Business and Social Science, v. 5, n. 8, 2014.
FALCIOLA, Justine; JANSEN, Marion; ROLLO, Valentina. Defining firm competitiveness: A multidimensional framework. World Development, v. 129, p. 104857, 2020.
FAN, Wei; BIFET, Albert. Mining Big Data: current status, and forecast to the future. ACM SIGKDD explorations newsletter, v. 14, n. 2, p. 1-5, 2013.
GANDOMI, A.; HAIDER, M. Beyond the hype: Big Data concepts, methods, and analytics. International journal of information management, 35(2), 137-144. 2015.
GARMAKI, M.; BOUGHZALA, I.; WAMBA, S. F. The effect of Big Data Analytics capability on firm performance. 2016.
GROVER, V.; CHIANG, R. H.; LIANG, T. P.; ZHANG, D. Creating strategic business value from Big Data Analytics: A research framework. Journal of Management Information Systems, v. 35, n. 2, p. 388-423, 2018.
HAMMAD, K. A. I.; FAKHARALDIEN, M.; ZAIN, J.; MAJID, M. Big Data analysis and storage. In International Conference on Operations Excellence and Service Engineering (pp. 10-11), 2015.
HAND, David J.; ADAMS, Niall M. Data Mining. Wiley StatsRef: Statistics Reference Online, p. 1-7, 2014. doi: 10.1002/9781118445112.stat06466.pub2
HOOPES, David G.; MADSEN, Tammy L. A capability-based view of competitive heterogeneity. Industrial and Corporate Change, v. 17, n. 3, p. 393-426, 2008.
KABIR, Nowshade; CARAYANNIS, Elias. Big data, tacit knowledge and organizational competitiveness. In: proceedings of the 10th international conference on intellectual capital, Knowledge Management and Organisational Learning: ICICKM. 2013. p. 220.
KLEYNHANS, Ewert PJ et al. Factors determining industrial competitiveness and the role of spillovers. Journal of Applied Business Research (JABR), v. 32, n. 2, p. 527-540, 2016.
KUNE, Raghavendra et al. The anatomy of Big Data computing. Software: Practice and Experience, v. 46, n. 1, p. 79-105, 2016.
LEE, I.; MANGALARAJ, G. Big Data Analytics in Supply Chain Management: A Systematic Literature Review and Research Directions. Big Data Cogn. Comput. 6, 17, 2022.
LI, L.; LIN, J.; OUYANG, Y.; LUO, X. (Robert). Evaluating the impact of big data analytics usage on the decision-making quality of organizations. Technological Forecasting and Social Change, Volume 175, 2022.
LIU, Ying. Big Data and predictive business analytics. The Journal of Business Forecasting, v. 33, n. 4, p. 40, 2014.
MACHADO-DA-SILVA, Clóvis L.; BARBOSA, Solange de Lima. Estratégia, fatores de competitividade e contexto de referência das organizações: uma análise arquetípica. Revista de Administração Contemporânea, v. 6, n. 3, p. 7-32, 2002.
MCAFEE, A.; BRYNJOLFSSON, E.; DAVENPORT, T. H.; PATIL, D. J.; BARTON, D. Big Data: the management revolution. Harvard Business Review, 90(10), 60-68, 2012.
MEDEIROS, M. M. de; MACADA, A. C. G. Competitive advantage of data-driven analytical capabilities: the role of Big Data visualization and of organizational agility. Management Decision, 2021
MIKALEF, P.; KROGSTIE, J.; PAPPAS, I. O.; PAVLOU, P. Exploring the relationship between Big Data Analytics capability and competitive performance: The mediating roles of dynamic and operational capabilities. Information & Management, v. 57, n. 2, p. 103169, 2020.
NERY, Diogo Palheta. Explicando a Evolução do Conceito de Capacidades Dinâmicas, RGO-Revista Gestão Organizacional, Chapecó, v. 14, n. 2, p. 295-308, maio/ago, 2021.
NEGASH, Solomon. Business Intelligence. Communications of the Association for Information Systems, v. 13, v. 177, n. 195, 2004.
PETERAF, Margaret A.; BARNEY, Jay B. Unraveling the resource‐based tangle. Managerial and decision economics, v. 24, n. 4, p. 309-323, 2003.
PHILLIPS-WREN; G., IYER, L. S.; KULKARNI, U.; ARIYACHANDRA, T. Business analytics in the context of Big Data: A roadmap for research. Communications of the Association for Information Systems, v. 37, n. 1, p. 23, 2015.
PATHAK, Sunil; KRISHNASWAMY, Venkataraghavan; SHARMA, Mayank. Big Data Analytics capabilities: a novel integrated fitness framework based on a tool-based content analysis. Enterprise Information Systems, p. 1-35, 2021.
PORTER, M. E. Competitive Advantage Creating And Sustaining Superior Performance THE FREE PRESS, 557 p., 1985. ISBN: 0-684-84146-0
PORTER, M. E. The Competitive Advantage of Nations. Harvard Business Review. March-April, 1990.
RAMADAN, Muawia et al. Sustainable competitive advantage driven by big data analytics and innovation. Applied Sciences, v. 10, n. 19, p. 6784, 2020.
RANJAN, Jayanthi. Business intelligence: Concepts, components, techniques and benefits. Journal of theoretical and applied information technology, v. 9, n. 1, p. 60-70, 2009.
REMEDIO, José Antônio; DA SILVA, Marcelo Rodrigues. O uso monopolista do Big Data por empresas de aplicativos: políticas públicas para um desenvolvimento sustentável em cidades inteligentes em um cenário de economia criativa e de livre concorrência. Revista Brasileira de Políticas Públicas, v. 7, n. 3, p. 671-693, 2017.
SABHARWAL, Renu; MIAH, Shah Jahan. A new theoretical understanding of Big Data Analytics capabilities in organizations: a thematic analysis. Journal of Big Data, v. 8, n. 1, p. 1-17, 2021.
SCHILKE, Oliver. On the contingent value of dynamic capabilities for competitive advantage: The nonlinear moderating effect of environmental dynamism. Strategic management journal, v. 35, n. 2, p. 179-203, 2014.
SCHWAB, Klaus et al. The global competitiveness report 2018. In: World Economic Forum, v. 671, 2018.
SHAN, S.; LUO, Y.; ZHOU, Y.; WEI, Y. Big Data analysis adaptation and enterprises’ competitive advantages: the perspective of dynamic capability and resource-based theories. Technology Analysis & Strategic Management, v. 31, n. 4, p. 406-420, 2019.
SHEIKH, Riyaz Abdullah; GOJE, Nitin S. Role of Big Data Analytics in Business Transformation. Internet of Things in Business Transformation: Developing an Engineering and Business Strategy for Industry 5.0, p. 231-259, 2021.
SHURADZE, Giorgi; BOGODISTOV, Yevgen; WAGNER, Heinz-Theo. The role of marketing-enabled data analytics capability and organizational agility for innovation: empirical evidence from german firms. International Journal of Innovation Management, v. 22, n. 04, p. 1850037, 2018.
SUTDUEAN, JUT AMAT; SUTDUEAN, Chutipan; JERMSITTIPARSERT, Kittisak. Finding Determinants of Big Data and Internet of Things Driven Competitive Advantage: An Empirical Study of Pharmaceutical Sector of Thailand. Systematic Reviews in Pharmacy, v. 10, n. 2, 2019.
TEECE, David J. The foundations of enterprise performance: Dynamic and ordinary capabilities in an (economic) theory of firms. Academy of management perspectives, v. 28, n. 4, p. 328-352, 2014.
WANG, H. Theories for competitive advantage. In H. Hasan (Eds.), Being Practical with Theory: A Window into Business Research (pp. 33-43), 2014.
WINTER, Sidney G. Understanding dynamic capabilities. Strategic management journal, v. 24, n. 10, p. 991-995, 2003.
ZAKIR, Jasmine; SEYMOUR, Tom; BERG, Kristi. Big Data Analytics. Issues in Information Systems, v. 16, n. 2, 2015.
Enlaces refback
- No hay ningún enlace refback.
Administração de Empresas em Revista, e-ISSN: 2316-7548
Rua Chile, 1678, Rebouças, Curitiba/PR (Brasil). CEP 80.220-181